{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d1f20875-c50d-46df-906b-49ec1d0c6002",
   "metadata": {},
   "source": [
    "# 6.5 对鸢尾花数据集进行可视化输出"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "c90a18b9-d8e8-431c-856c-35f1e4ed05e1",
   "metadata": {},
   "source": [
    "### 1.任务描述\n",
    "\n",
    "要求：\n",
    "\n",
    "- 在sklearn.datasets模块中加载鸢尾花数据集\n",
    "- 将鸢尾花的4个属性（花萼长、花萼宽、花瓣长、花瓣宽）两两组合，分别绘制出3种鸢尾花类别的散点图"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f5b4fc39-cbcf-432a-bf1e-e75e642d4b87",
   "metadata": {},
   "source": [
    "### 2.知识准备\n",
    "\n",
    "见教程。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b624ebee-980f-4c1e-b963-a24ff0b669f6",
   "metadata": {},
   "source": [
    "### 3.任务分析\n",
    "\n",
    "首先通过sklearn.datasets模块分别读取鸢尾花数据的特征数据集和标签数据集，然后根据鸢尾花的标签将特征数据集分成3类。\n",
    "\r\n",
    "为了让可视化结果更直观，只对各数据集的两种特征进行可视化，分别对应x轴与y轴。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "435c6090-cfda-4f46-a550-22a368e41e4a",
   "metadata": {},
   "source": [
    "### 4.任务实施\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "ec75eb6c-5da3-467d-a471-ca3b47242dd6",
   "metadata": {},
   "source": [
    "执行代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2ae9da58-e339-4d22-9f8d-ca255711d89e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "from sklearn import datasets\n",
    "# 处理中文乱码\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "# 1，从datasets中获取训练集\n",
    "iris = datasets.load_iris().data\n",
    "# 2，从datasets中获取鸢尾花标签列\n",
    "iris_y = datasets.load_iris().target\n",
    "\n",
    "# 3，根据标签列切分数据集\n",
    "# 3.1，获取山鸢尾\n",
    "iris_0=iris[iris_y==0]\n",
    "\n",
    "# 3.2，获取变色鸢尾\n",
    "iris_1=iris[iris_y==1]\n",
    "# 3.3，获取维吉尼亚鸢尾\n",
    "iris_2=iris[iris_y==2]\n",
    "\n",
    "# 4，可视化\n",
    "# 4.1，将花萼长和花萼宽配对，输出散点图\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.subplot(231)\n",
    "plt.xlabel(\"花萼长\",fontsize='large')\n",
    "plt.ylabel(\"花萼宽\",fontsize='large')\n",
    "# 输出山鸢尾散点图-红色-星形\n",
    "plt.scatter(iris_0[:,0],iris_0[:,1],c='r', marker='*')\n",
    "# 输出变色鸢尾散点图-绿色-x形\n",
    "plt.scatter(iris_1[:,0],iris_1[:,1],c='g', marker='x')\n",
    "# 输出维吉尼亚鸢尾散点图-蓝色-o形\n",
    "plt.scatter(iris_2[:,0],iris_2[:,1],c='b', marker='o')\n",
    "\n",
    "# 4.2，将花萼长和花瓣长配对，输出散点图\n",
    "plt.subplot(232)\n",
    "plt.xlabel(\"花萼长\",fontsize='large')\n",
    "plt.ylabel(\"花瓣长\",fontsize='large')\n",
    "# 输出山鸢尾散点图\n",
    "plt.scatter(iris_0[:,0],iris_0[:,2],c='r', marker='*')\n",
    "# 输出变色鸢尾散点图\n",
    "plt.scatter(iris_1[:,0],iris_1[:,2],c='g', marker='x')\n",
    "# 输出维吉尼亚鸢尾散点图\n",
    "plt.scatter(iris_2[:,0],iris_2[:,2],c='b', marker='o')\n",
    "\n",
    "# 4.3，将花萼长和花瓣宽配对，输出散点图\n",
    "plt.subplot(233)\n",
    "plt.xlabel(\"花萼长\",fontsize='large')\n",
    "plt.ylabel(\"花瓣宽\",fontsize='large')\n",
    "# 输出山鸢尾散点图\n",
    "plt.scatter(iris_0[:,0],iris_0[:,3],c='r', marker='*')\n",
    "# 输出变色鸢尾散点图\n",
    "plt.scatter(iris_1[:,0],iris_1[:,3],c='g', marker='x')\n",
    "# 输出维吉尼亚鸢尾散点图\n",
    "plt.scatter(iris_2[:,0],iris_2[:,3],c='b', marker='o')\n",
    "\n",
    "# 4.4，将花萼宽和花瓣长配对，输出散点图\n",
    "plt.subplot(234)\n",
    "plt.xlabel(\"花萼宽\",fontsize='large')\n",
    "plt.ylabel(\"花瓣长\",fontsize='large')\n",
    "# 输出山鸢尾散点图\n",
    "plt.scatter(iris_0[:,1],iris_0[:,2],c='r', marker='*')\n",
    "# 输出变色鸢尾散点图\n",
    "plt.scatter(iris_1[:,1],iris_1[:,2],c='g', marker='x')\n",
    "# 输出维吉尼亚鸢尾散点图\n",
    "plt.scatter(iris_2[:,1],iris_2[:,2],c='b', marker='o')\n",
    "\n",
    "# 4.5，将花萼宽和花瓣宽配对，输出散点图\n",
    "plt.subplot(235)\n",
    "plt.xlabel(\"花萼宽\",fontsize='large')\n",
    "plt.ylabel(\"花瓣宽\",fontsize='large')\n",
    "# 输出山鸢尾散点图\n",
    "plt.scatter(iris_0[:,1],iris_0[:,3],c='r', marker='*')\n",
    "# 输出变色鸢尾散点图\n",
    "plt.scatter(iris_1[:,1],iris_1[:,3],c='g', marker='x')\n",
    "# 输出维吉尼亚鸢尾散点图\n",
    "plt.scatter(iris_2[:,1],iris_2[:,3],c='b', marker='o')\n",
    "\n",
    "# 4.6，将花瓣长和花瓣宽配对，输出散点图\n",
    "plt.subplot(236)\n",
    "plt.xlabel(\"花瓣长\",fontsize='large')\n",
    "plt.ylabel(\"花瓣宽\",fontsize='large')\n",
    "# 输出山鸢尾散点图\n",
    "plt.scatter(iris_0[:,2],iris_0[:,3],c='r', marker='*')\n",
    "# 输出变色鸢尾散点图\n",
    "plt.scatter(iris_1[:,2],iris_1[:,3],c='g', marker='x')\n",
    "# 输出维吉尼亚鸢尾散点图\n",
    "plt.scatter(iris_2[:,2],iris_2[:,3],c='b', marker='o')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19958808-b43b-41d1-9f9f-e9258c128da0",
   "metadata": {},
   "source": [
    "可见，随着迭代次数增加，交叉熵损失递减，准确率递增。\n",
    "\n",
    "虚线为w和b是初始值的Sigmoid曲线；实线为w和b是训练后的值的Sigmoid曲线。随着训练次数的增加，输出概率越来越能够反映样本的真实分类。由于两类样本（高档住宅、普通住宅）有一定的交集，所以在这个区域中的点可能会出现分类错误，导致准确率无法达到百分之百。。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8866a3e3-cf5a-4961-a245-fabd30450fcf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "对110平方米房屋的预测值： 0.5249493\n",
      "110平方米房屋的类别为： 1\n"
     ]
    }
   ],
   "source": [
    "# 11，对新房屋进行分类\n",
    "x_new = 110 - np.mean(x)\n",
    "# 输出概率\n",
    "y_new=1/(1+tf.exp(-(w*x_new+b)))\n",
    "print(\"对110平方米房屋的预测值：\",y_new.numpy())\n",
    "# 以0.5为阈值，将概率转换成类别\n",
    "y_new=tf.where(y_new>0.5,1,0)\n",
    "print(\"110平方米房屋的类别为：\",y_new.numpy())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f24727c1-c726-43c0-bcb3-9ac399d5a83c",
   "metadata": {},
   "source": [
    "以0.5为阈值，对预测值进行转换，得到类别为1（高档住宅）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8f986030-a14c-49a5-89d2-3e764bc66822",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
